GPT5.6 returns tool names, not code. Learn why the client-owned function loop and strict schemas are non-negotiable for autonomous systems.
Priya Nair
15 min read
OpenAI's Agents SDK defines exactly five tool categories. Learn how namespaces separate hosted execution from local runtime for better token efficiency.
Marcus Chen
16 min read
Stripe deployed Claude Code across 1,370 engineers to complete a 10,000-line migration in four days, marking a shift to agentic execution.
Marcus Chen
14 min read
Splitting orchestration from execution can cut inference costs by around 10x. Learn how the orchestrator-worker pattern separates planning from routine tasks.
Diego Alvarez
16 min read
OpenHands cloud1.34.0 adds event filters to manage 247,000 stars of agent noise. Learn the new sandbox execution limits and config steps.
Diego Alvarez
14 min read
Learn how true agents manage workflow execution and halt on failure, distinguishing them from single-turn LLMs that lack error correction.
Priya Nair
16 min read
See how SelfUse jumped TerminalBench scores from 23.8% to 38.1% by mining execution traces instead of tweaking model weights manually.
Diego Alvarez
13 min read
Analysis of 18 deployments shows LangGraph leads production readiness. Learn how planner-worker patterns and session state prevent context rot.
Marcus Chen
16 min read
Output-only checks miss brittle logic. Use over 50 research-backed metrics to score discrete execution steps and catch planning failures early.
Priya Nair
16 min read
Explore the 10 progressive layers of AI skill construction, moving from basic prompts to reliable, resource-augmented business execution systems.
Priya Nair
14 min read
Choosing the right agent framework prevents technical debt that compounds silently until development halts.
Diego Alvarez
15 min read
With 57% of organizations running agents, static tests miss cascading failures. Learn to validate specific execution paths and tool calls effectively.
Diego Alvarez
14 min read
The OpenHands SDK powers 2,013 commits of agent logic, enabling terminal execution and browsing within a single Python-defined agentic loop.
Sofia Berg
15 min read
Augment Code claims 70.6% accuracy, but real utility depends on execution models. Compare IDE extensions, CLI tools, and cloud security postures here.
Marcus Chen
14 min read
Compare seven key frameworks for composable agents. Learn how planning loops and memory retention differ in the 2026 landscape.
Priya Nair
14 min read
Cursor hit a multi-billion dollar ARR run-rate by early 2026, proving autonomous coding agents are no longer experimental toys.
Sofia Berg
12 min read
OpenHands reaches 78,800 GitHub stars by executing code in sandboxed Docker runtimes, keeping data local while demanding strong DevOps skills.
Priya Nair
15 min read
Durable agent sessions beat containers by 100x. Learn how the Agents SDK runtime manages state without external databases for reliable scaling.
Marcus Chen
15 min read
Stop context pollution before it breaks your workflow. Delegation runtime isolates subtasks, reducing context window overhead by 80% while keeping control.
Marcus Chen
12 min read
Stop paying the knowledge tax. AI agents now handle dependency resolution, helping 40% of apps embed tasks by 2027 without manual setup.
Diego Alvarez
12 min read
OpenEnv went to a 10-org committee and shrank to a pure interop socket, refusing to own rewards. Why that bet is smart, where it can still fail, and what to do
Diego Alvarez
13 min read